Cargando…
Combining interventions to reduce the spread of viral misinformation
Misinformation online poses a range of threats, from subverting democratic processes to undermining public health measures. Proposed solutions range from encouraging more selective sharing by individuals to removing false content and accounts that create or promote it. Here we provide a framework to...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9584817/ https://www.ncbi.nlm.nih.gov/pubmed/35739250 http://dx.doi.org/10.1038/s41562-022-01388-6 |
_version_ | 1784813357245661184 |
---|---|
author | Bak-Coleman, Joseph B. Kennedy, Ian Wack, Morgan Beers, Andrew Schafer, Joseph S. Spiro, Emma S. Starbird, Kate West, Jevin D. |
author_facet | Bak-Coleman, Joseph B. Kennedy, Ian Wack, Morgan Beers, Andrew Schafer, Joseph S. Spiro, Emma S. Starbird, Kate West, Jevin D. |
author_sort | Bak-Coleman, Joseph B. |
collection | PubMed |
description | Misinformation online poses a range of threats, from subverting democratic processes to undermining public health measures. Proposed solutions range from encouraging more selective sharing by individuals to removing false content and accounts that create or promote it. Here we provide a framework to evaluate interventions aimed at reducing viral misinformation online both in isolation and when used in combination. We begin by deriving a generative model of viral misinformation spread, inspired by research on infectious disease. By applying this model to a large corpus (10.5 million tweets) of misinformation events that occurred during the 2020 US election, we reveal that commonly proposed interventions are unlikely to be effective in isolation. However, our framework demonstrates that a combined approach can achieve a substantial reduction in the prevalence of misinformation. Our results highlight a practical path forward as misinformation online continues to threaten vaccination efforts, equity and democratic processes around the globe. |
format | Online Article Text |
id | pubmed-9584817 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-95848172022-10-22 Combining interventions to reduce the spread of viral misinformation Bak-Coleman, Joseph B. Kennedy, Ian Wack, Morgan Beers, Andrew Schafer, Joseph S. Spiro, Emma S. Starbird, Kate West, Jevin D. Nat Hum Behav Article Misinformation online poses a range of threats, from subverting democratic processes to undermining public health measures. Proposed solutions range from encouraging more selective sharing by individuals to removing false content and accounts that create or promote it. Here we provide a framework to evaluate interventions aimed at reducing viral misinformation online both in isolation and when used in combination. We begin by deriving a generative model of viral misinformation spread, inspired by research on infectious disease. By applying this model to a large corpus (10.5 million tweets) of misinformation events that occurred during the 2020 US election, we reveal that commonly proposed interventions are unlikely to be effective in isolation. However, our framework demonstrates that a combined approach can achieve a substantial reduction in the prevalence of misinformation. Our results highlight a practical path forward as misinformation online continues to threaten vaccination efforts, equity and democratic processes around the globe. Nature Publishing Group UK 2022-06-23 2022 /pmc/articles/PMC9584817/ /pubmed/35739250 http://dx.doi.org/10.1038/s41562-022-01388-6 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Bak-Coleman, Joseph B. Kennedy, Ian Wack, Morgan Beers, Andrew Schafer, Joseph S. Spiro, Emma S. Starbird, Kate West, Jevin D. Combining interventions to reduce the spread of viral misinformation |
title | Combining interventions to reduce the spread of viral misinformation |
title_full | Combining interventions to reduce the spread of viral misinformation |
title_fullStr | Combining interventions to reduce the spread of viral misinformation |
title_full_unstemmed | Combining interventions to reduce the spread of viral misinformation |
title_short | Combining interventions to reduce the spread of viral misinformation |
title_sort | combining interventions to reduce the spread of viral misinformation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9584817/ https://www.ncbi.nlm.nih.gov/pubmed/35739250 http://dx.doi.org/10.1038/s41562-022-01388-6 |
work_keys_str_mv | AT bakcolemanjosephb combininginterventionstoreducethespreadofviralmisinformation AT kennedyian combininginterventionstoreducethespreadofviralmisinformation AT wackmorgan combininginterventionstoreducethespreadofviralmisinformation AT beersandrew combininginterventionstoreducethespreadofviralmisinformation AT schaferjosephs combininginterventionstoreducethespreadofviralmisinformation AT spiroemmas combininginterventionstoreducethespreadofviralmisinformation AT starbirdkate combininginterventionstoreducethespreadofviralmisinformation AT westjevind combininginterventionstoreducethespreadofviralmisinformation |